{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Adding a New Forecasting Model\n",
    "\n",
    "This notebook provides a minimal example on how to add a new forecasting model to Merlion. We follow the instructions in [CONTRIBUTING.md](https://github.com/salesforce/Merlion/blob/main/CONTRIBUTING.md). We suggest you review this [notebook](1_ForecastFeatures.ipynb) explaining how to use a Merlion forecasting model before reading this one.\n",
    "\n",
    "More specifically, let's implement a forecasting model whose forecast is just equal to the most recent observed value of the time series metric. For a more complete example, see our implementation of `Sarima` [here](https://github.com/salesforce/Merlion/blob/main/merlion/models/forecast/sarima.py)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Config Class\n",
    "\n",
    "The first step of creating a new model is defining an appropriate config class, which inherits from `ForecasterConfig`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from merlion.models.forecast.base import ForecasterConfig\n",
    "\n",
    "class RepeatRecentConfig(ForecasterConfig):\n",
    "    def __init__(self, max_forecast_steps=None, **kwargs):\n",
    "        super().__init__(max_forecast_steps=max_forecast_steps, **kwargs)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Class\n",
    "\n",
    "Next we define the model itself, which must inherit from the `ForecasterBase` base class and define all abstract methods. See the API docs for more details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import OrderedDict\n",
    "from typing import List, Tuple\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from merlion.models.forecast.base import ForecasterBase\n",
    "from merlion.utils.time_series import to_pd_datetime\n",
    "\n",
    "\n",
    "class RepeatRecent(ForecasterBase):\n",
    "    # The config class for RepeatRecent is RepeatRecentConfig, defined above\n",
    "    config_class = RepeatRecentConfig\n",
    "    \n",
    "    @property\n",
    "    def require_even_sampling(self):\n",
    "        \"\"\"\n",
    "        Many forecasters assume the input time series is sampled evenly.\n",
    "        That isn't a necessary assumption for this model, so override the property.\n",
    "        \"\"\"\n",
    "        return False\n",
    "        \n",
    "    def __init__(self, config):\n",
    "        \"\"\"\n",
    "        Sets the model config and any other local variables. Here, we initialize\n",
    "        the most_recent_value to None.\n",
    "        \"\"\"\n",
    "        super().__init__(config)\n",
    "        self.most_recent_value = None\n",
    "    \n",
    "    \n",
    "    def _train(self, train_data: pd.DataFrame, train_config=None) -> Tuple[pd.DataFrame, None]:        \n",
    "        # \"Train\" the model. Here, we just gather the most recent values for each univariate.\n",
    "        self.most_recent_value = [(k, v.values[-1]) for k, v in train_data.items()]\n",
    "        \n",
    "        # The model's \"prediction\" for the training data, is just the value from one step before.\n",
    "        pred = np.concatenate((np.zeros((1, self.dim)), train_data.values[:-1]))\n",
    "        train_forecast = pd.DataFrame(pred, index=train_data.index, columns=train_data.columns)\n",
    "        \n",
    "        # This model doesn't have any notion of error\n",
    "        train_stderr = None\n",
    "        \n",
    "        # Return the train prediction & standard error\n",
    "        return train_forecast, train_stderr\n",
    "    \n",
    "    def _forecast(self, time_stamps: List[int],\n",
    "                  time_series_prev: pd.DataFrame = None,\n",
    "                  return_prev=False\n",
    "                ) -> Tuple[pd.DataFrame, None]:\n",
    "\n",
    "        # Use time_series_prev's most recent value if time_series_prev is given.\n",
    "        # Otherwise, use the most recent value stored from the training data\n",
    "        if time_series_prev is not None:\n",
    "            most_recent_value = [(k, v.values[-1]) for k, v in time_series_prev.items()]\n",
    "        else:\n",
    "            most_recent_value = self.most_recent_value\n",
    "        \n",
    "        # The forecast is just the most recent value repeated for every upcoming timestamp.\n",
    "        # Note that we only care about the target_seq_index here.\n",
    "        i = self.target_seq_index\n",
    "        datetimes = to_pd_datetime(time_stamps)\n",
    "        name, val = most_recent_value[i]\n",
    "        forecast = pd.DataFrame([val] * len(datetimes), index=datetimes, columns=[name])\n",
    "        \n",
    "        # If desired, pre-pend \"predicted\" vals of the target_seq_index of time_series_prev.\n",
    "        if return_prev and time_series_prev is not None:\n",
    "            pred = np.concatenate(([0], time_series_prev.values[:-1, i]))\n",
    "            prev_forecast = pd.DataFrame(pred, index=time_series_prev.index, columns=[name])\n",
    "            forecast = pd.concat((prev_forecast, forecast))\n",
    "\n",
    "        return forecast, None\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Running the Model: A Simple Example\n",
    "\n",
    "Let's try running this model on some actual data! This next part assumes you've installed `ts_datasets`. We'll begin by getting a time series from the M4 dataset & visualizing it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "from merlion.utils import TimeSeries, UnivariateTimeSeries\n",
    "from ts_datasets.forecast import M4\n",
    "\n",
    "time_series, metadata = M4(subset=\"Hourly\")[0]\n",
    "\n",
    "# Visualize the full time series\n",
    "fig = plt.figure(figsize=(12, 6))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.plot(time_series)\n",
    "\n",
    "# Label the train/test split with a dashed line\n",
    "ax.axvline(time_series[metadata[\"trainval\"]].index[-1], ls=\"--\", lw=2, c=\"k\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we'll split the data into train & test splits, and run our forecasting model on it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data = TimeSeries.from_pd(time_series[metadata[\"trainval\"]])\n",
    "test_data  = TimeSeries.from_pd(time_series[~metadata[\"trainval\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(                        H1\n",
       " 1970-01-01 00:00:00    0.0\n",
       " 1970-01-01 01:00:00  605.0\n",
       " 1970-01-01 02:00:00  586.0\n",
       " 1970-01-01 03:00:00  586.0\n",
       " 1970-01-01 04:00:00  559.0\n",
       " ...                    ...\n",
       " 1970-01-29 23:00:00  820.0\n",
       " 1970-01-30 00:00:00  790.0\n",
       " 1970-01-30 01:00:00  784.0\n",
       " 1970-01-30 02:00:00  752.0\n",
       " 1970-01-30 03:00:00  739.0\n",
       " \n",
       " [700 rows x 1 columns],\n",
       " None)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Initialize a model & train it. The dataframe returned & printed\n",
    "# below is the model's \"forecast\" on the training data. None is \n",
    "# the uncertainty estimate.\n",
    "model = RepeatRecent(RepeatRecentConfig())\n",
    "model.train(train_data=train_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecast\n",
      "                        H1\n",
      "1970-01-30 04:00:00  684.0\n",
      "1970-01-30 05:00:00  684.0\n",
      "1970-01-30 06:00:00  684.0\n",
      "1970-01-30 07:00:00  684.0\n",
      "1970-01-30 08:00:00  684.0\n",
      "1970-01-30 09:00:00  684.0\n",
      "1970-01-30 10:00:00  684.0\n",
      "1970-01-30 11:00:00  684.0\n",
      "1970-01-30 12:00:00  684.0\n",
      "1970-01-30 13:00:00  684.0\n",
      "1970-01-30 14:00:00  684.0\n",
      "1970-01-30 15:00:00  684.0\n",
      "1970-01-30 16:00:00  684.0\n",
      "1970-01-30 17:00:00  684.0\n",
      "1970-01-30 18:00:00  684.0\n",
      "1970-01-30 19:00:00  684.0\n",
      "1970-01-30 20:00:00  684.0\n",
      "1970-01-30 21:00:00  684.0\n",
      "1970-01-30 22:00:00  684.0\n",
      "1970-01-30 23:00:00  684.0\n",
      "1970-01-31 00:00:00  684.0\n",
      "1970-01-31 01:00:00  684.0\n",
      "1970-01-31 02:00:00  684.0\n",
      "1970-01-31 03:00:00  684.0\n",
      "1970-01-31 04:00:00  684.0\n",
      "1970-01-31 05:00:00  684.0\n",
      "1970-01-31 06:00:00  684.0\n",
      "1970-01-31 07:00:00  684.0\n",
      "1970-01-31 08:00:00  684.0\n",
      "1970-01-31 09:00:00  684.0\n",
      "1970-01-31 10:00:00  684.0\n",
      "1970-01-31 11:00:00  684.0\n",
      "1970-01-31 12:00:00  684.0\n",
      "1970-01-31 13:00:00  684.0\n",
      "1970-01-31 14:00:00  684.0\n",
      "1970-01-31 15:00:00  684.0\n",
      "1970-01-31 16:00:00  684.0\n",
      "1970-01-31 17:00:00  684.0\n",
      "1970-01-31 18:00:00  684.0\n",
      "1970-01-31 19:00:00  684.0\n",
      "1970-01-31 20:00:00  684.0\n",
      "1970-01-31 21:00:00  684.0\n",
      "1970-01-31 22:00:00  684.0\n",
      "1970-01-31 23:00:00  684.0\n",
      "1970-02-01 00:00:00  684.0\n",
      "1970-02-01 01:00:00  684.0\n",
      "1970-02-01 02:00:00  684.0\n",
      "1970-02-01 03:00:00  684.0\n",
      "\n",
      "Error\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "# Let's run our model on the test data now\n",
    "forecast, err = model.forecast(test_data.to_pd().index)\n",
    "print(\"Forecast\")\n",
    "print(forecast)\n",
    "print()\n",
    "print(\"Error\")\n",
    "print(err)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forecast w/ ground truth time series\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Forecast without ground truth time series\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Qualitatively, we can see what the forecaster is doing by plotting\n",
    "print(\"Forecast w/ ground truth time series\")\n",
    "fig, ax = model.plot_forecast(time_series=test_data,\n",
    "                              time_series_prev=train_data,\n",
    "                              plot_time_series_prev=True)\n",
    "plt.show()\n",
    "\n",
    "print()\n",
    "print(\"Forecast without ground truth time series\")\n",
    "fig, ax = model.plot_forecast(time_stamps=test_data.to_pd().index,\n",
    "                              time_series_prev=train_data,\n",
    "                              plot_time_series_prev=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quantitative Evaluation\n",
    "\n",
    "You may quantitatively evaluate your model as well. Here, we compute the sMAPE (symmetric Mean Average Percent Error) of the model's forecast vs. the true data. For ground truth $y \\in \\mathbb{R}^T$ and prediction $\\hat{y} \\in \\mathbb{R}^T$, the sMAPE is computed as\n",
    "\n",
    "$$\n",
    "\\mathrm{sMAPE}(y, \\hat{y}) = \\frac{200}{T} \\sum_{t = 1}^{T} \\frac{\\lvert \\hat{y}_t - y_t \\rvert}{\\lvert\\hat{y}_t\\rvert + \\lvert y_t \\rvert}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sMAPE = 20.166\n"
     ]
    }
   ],
   "source": [
    "from merlion.evaluate.forecast import ForecastMetric\n",
    "smape = ForecastMetric.sMAPE.value(ground_truth=test_data, predict=forecast)\n",
    "print(f\"sMAPE = {smape:.3f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Defining a Forecaster-Based Anomaly Detector\n",
    "\n",
    "It is quite straightforward to adapt a forecasting model into an anomaly detection model. You just need to create a new file in the appropriate [directory](https://github.com/salesforce/Merlion/blob/main/merlion/models/anomaly/forecast_based) and define class stubs with some basic headers. Multiple inheritance with `ForecastingDetectorBase` takes care of most of the heavy lifting.\n",
    "\n",
    "The anomaly score returned by any forecasting-based anomaly detector is based on the residual between the predicted and true time series values. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from merlion.evaluate.anomaly import TSADMetric\n",
    "from merlion.models.anomaly.forecast_based.base import ForecastingDetectorBase\n",
    "from merlion.models.anomaly.base import DetectorConfig\n",
    "from merlion.post_process.threshold import AggregateAlarms\n",
    "from merlion.transform.normalize import MeanVarNormalize\n",
    "\n",
    "\n",
    "# Define a config class which inherits from RepeatRecentConfig and DetectorConfig, in that order\n",
    "class RepeatRecentDetectorConfig(RepeatRecentConfig, DetectorConfig):\n",
    "    # Set a default anomaly score post-processing rule\n",
    "    _default_post_rule = AggregateAlarms(alm_threshold=3.0)\n",
    "    \n",
    "    # The default data pre-processing transform is mean-variance normalization,\n",
    "    # so that anomaly scores are roughly aligned with z-scores\n",
    "    _default_transform = MeanVarNormalize()\n",
    "\n",
    "# Define a model class which inherits from ForecastingDetectorBase and RepeatRecent\n",
    "# in that order\n",
    "class RepeatRecentDetector(ForecastingDetectorBase, RepeatRecent):\n",
    "    # All we need to do is set the config class\n",
    "    config_class = RepeatRecentDetectorConfig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                     anom_score\n",
       "1970-01-01 00:00:00   -0.212986\n",
       "1970-01-01 01:00:00   -0.120839\n",
       "1970-01-01 02:00:00    0.000000\n",
       "1970-01-01 03:00:00   -0.171719\n",
       "1970-01-01 04:00:00   -0.305278\n",
       "...                         ...\n",
       "1970-01-29 23:00:00   -0.190799\n",
       "1970-01-30 00:00:00   -0.038160\n",
       "1970-01-30 01:00:00   -0.203519\n",
       "1970-01-30 02:00:00   -0.082679\n",
       "1970-01-30 03:00:00   -0.349798\n",
       "\n",
       "[700 rows x 1 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Train the anomaly detection variant\n",
    "model2 = RepeatRecentDetector(RepeatRecentDetectorConfig())\n",
    "model2.train(train_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                     anom_score\n",
       "1970-01-30 04:00:00   -0.413397\n",
       "1970-01-30 05:00:00   -0.756835\n",
       "1970-01-30 06:00:00   -0.966714\n",
       "1970-01-30 07:00:00   -1.202032\n",
       "1970-01-30 08:00:00   -1.291072\n",
       "1970-01-30 09:00:00   -1.380111\n",
       "1970-01-30 10:00:00   -1.341952\n",
       "1970-01-30 11:00:00   -1.246552\n",
       "1970-01-30 12:00:00   -1.163873\n",
       "1970-01-30 13:00:00   -0.953994\n",
       "1970-01-30 14:00:00   -0.686876\n",
       "1970-01-30 15:00:00   -0.286198\n",
       "1970-01-30 16:00:00    0.178079\n",
       "1970-01-30 17:00:00    0.559676\n",
       "1970-01-30 18:00:00    0.928554\n",
       "1970-01-30 19:00:00    1.246552\n",
       "1970-01-30 20:00:00    1.329232\n",
       "1970-01-30 21:00:00    1.348311\n",
       "1970-01-30 22:00:00    1.316512\n",
       "1970-01-30 23:00:00    1.081193\n",
       "1970-01-31 00:00:00    0.756835\n",
       "1970-01-31 01:00:00    0.540597\n",
       "1970-01-31 02:00:00    0.426117\n",
       "1970-01-31 03:00:00    0.108119\n",
       "1970-01-31 04:00:00   -0.311638\n",
       "1970-01-31 05:00:00   -0.712316\n",
       "1970-01-31 06:00:00   -0.966714\n",
       "1970-01-31 07:00:00   -1.214752\n",
       "1970-01-31 08:00:00   -1.316512\n",
       "1970-01-31 09:00:00   -1.373751\n",
       "1970-01-31 10:00:00   -1.399191\n",
       "1970-01-31 11:00:00   -1.316512\n",
       "1970-01-31 12:00:00   -1.221112\n",
       "1970-01-31 13:00:00   -1.049393\n",
       "1970-01-31 14:00:00   -0.737755\n",
       "1970-01-31 15:00:00   -0.381598\n",
       "1970-01-31 16:00:00    0.076320\n",
       "1970-01-31 17:00:00    0.489717\n",
       "1970-01-31 18:00:00    0.814075\n",
       "1970-01-31 19:00:00    0.966714\n",
       "1970-01-31 20:00:00    0.979434\n",
       "1970-01-31 21:00:00    0.922194\n",
       "1970-01-31 22:00:00    0.782275\n",
       "1970-01-31 23:00:00    0.642356\n",
       "1970-02-01 00:00:00    0.457917\n",
       "1970-02-01 01:00:00    0.222599\n",
       "1970-02-01 02:00:00    0.120839\n",
       "1970-02-01 03:00:00   -0.158999"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Obtain the anomaly detection variant's predictions on the test data\n",
    "model2.get_anomaly_score(test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the anomaly detection variant's performance, with filtered anomaly scores\n",
    "fig, ax = model2.plot_anomaly(test_data, time_series_prev=train_data,\n",
    "                              filter_scores=True, plot_time_series_prev=False,\n",
    "                              plot_forecast=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
